KrakoGitHub

KORA · AI EXECUTION PLATFORM

Run AIwithout LLMs.

KORA learns new work with AI,
then compiles validated repeats into execution
that runs without calling the LLM again.

FIRST RUN

Understand → Verify → Compile

Job → LLM → Verify → Compile

REPEAT RUNS

Execute without the LLM

Job → Execute → Verify. LLM calls: 0.

WHY KORA

Why pay for the same
reasoning twice?

New work may need AI. Repeated work shouldn’t keep paying for the same reasoning.

TODAY

Every run starts over.

Three repeated model calls for the same job.

Same work. Same reasoning. Again and again.

WITH KORA

Learn once. Execute repeatedly.

AI verifies and compiles new work. Repeats execute with zero LLM calls.

Known work becomes execution.

1,000×EXECUTION SPEED
100×LOWER COST
99%+INFERENCE ELIMINATED
0SILENT OOD EXECUTION

When the work changes, KORA goes back to AI.

When it doesn’t, it just runs.
See benchmark results

WHERE KORA RUNS

From everyday tasks
to frontier work.

KORA can run repeated work across agents, business operations,
computers, physical systems, and generative workflows.

01

AI & Agents

  • Coding agents
  • Research agents
  • Browser agents
  • Agent workflows
02

Business
Operations

  • Customer support
  • Documents
  • Back-office workflows
  • Data operations
03

Computers &
Applications

  • Desktop applications
  • Browsers
  • Files & terminals
  • Local / remote computers
04

Physical
Systems

  • Robotics
  • Devices
  • Industrial automation
  • Simulation
05

Generative
Workflows

  • Music
  • Images
  • Video
  • 3D / Media
Different work.Same execution layer.

KORA determines what can be executed,
uses AI only where needed, and runs the whole
workflow end to end.

HOW KORA WORKS

New work learns.
Known work runs.

KORA uses AI to understand new work, verifies what can be
repeated, and compiles it into an execution path.

Read the execution flow
  1. Understand: use AI to analyze new work.
  2. Verify: check what can be repeated.
  3. Compile: create an execution path.
  4. Execute: run without LLMs.
  5. Verify: check the result.

Work changed? Yes → Learn again. No → Complete.

Learn

Use AI when the work is new.

Compile

Turn validated repeatable
work into execution.

Run

Execute known work without
calling the LLM again.

Use the right intelligence when you need it.

Jev
Specialized
Models
Local
Models
Frontier
Models
Tools

KORA doesn’t replace models.It decides when you no longer
need one.

Explore KORA Core

BUILD ON KORA

Build on KORA.
Turn capability into real applications.

Use KORA in your own applications, systems, and workflows.

KORA CORE

KORA Core

AI Execution Platform

Turn repeated AI work into
executable paths. KORA learns
what can be deterministic, compiles it,
and runs it reliably.

Learn, Verify, Compile and Execute layers.Learn → Verify → Compile → ExecuteExplore KORA Core

KORA REACH

KORA Reach

Computer Connectivity & Control

Connect web applications to local
remote computers. Secure, reliable,
and built for real work.

Connected laptop, desktop and remote devices.Web App ↔ KORA Reach ↔ Mac / PC / Server

Also used by AI agents

AI Agent → KORA Reach → Computer

DEVELOPER SURFACE

Start building.

SDKs, documentation, examples, and reference components
for building with KORA.

Install from PyPI (when released)

1pip install getkora

Try the CLI

1kora --help

Note: getkora 0.0.0 is a placeholder on PyPI. The official release will include the full KORA package and CLI.

Reference copy shown. For the current installation path, use the Source tab.

Same foundation. Your next application.

FROM THE BLOG

Latest from Krako.

Ideas, engineering, and real-world applications
of deterministic-first AI.

KORA

Run AI Without LLMs

How KORA turns repeated
reasoning into execution.

Oct 28, 2024 · 8 min read

ENGINEERING

Jev, LLMs, and KORA

When should software
infer at all?

Oct 21, 2024 · 12 min read

PRODUCT

Building Slide Finalizer

Applying deterministic-first
execution to repetitive visual work.

Oct 15, 2024 · 6 min read